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[AutoScheduler] Task scheduler callbacks #6945

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merged 6 commits into from
Nov 24, 2020

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comaniac
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I found that it would be useful to log how the total latency is improved during the tuning process, especially for the case of using task scheduler. Since this requirement could be case by case, I tried to make a callback mechanism for task scheduler, and changed the existing _print_table_info to one callback. This is not necessary to be the final version. Suggestions and comments about where to call the callbacks and what arguments they should accept are welcome.

cc @merrymercy @jcf94 @FrozenGene @minminsun

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Some comments on the naming and API

tutorials/auto_scheduler/tune_network_cuda.py Outdated Show resolved Hide resolved
python/tvm/auto_scheduler/task_scheduler.py Outdated Show resolved Hide resolved
@comaniac
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@merrymercy @FrozenGene PTAL.

@merrymercy merrymercy merged commit 9d71cea into apache:main Nov 24, 2020
trevor-m pushed a commit to trevor-m/tvm that referenced this pull request Dec 2, 2020
* [AutoScheduler] Task scheduler callbacks

* docstring

* address comments

* Delete the explaination of callback in the tutorial

* fix

Co-authored-by: Lianmin Zheng <lianminzheng@gmail.com>
trevor-m pushed a commit to trevor-m/tvm that referenced this pull request Dec 4, 2020
* [AutoScheduler] Task scheduler callbacks

* docstring

* address comments

* Delete the explaination of callback in the tutorial

* fix

Co-authored-by: Lianmin Zheng <lianminzheng@gmail.com>
trevor-m pushed a commit to neo-ai/tvm that referenced this pull request Dec 4, 2020
* [AutoScheduler] Task scheduler callbacks

* docstring

* address comments

* Delete the explaination of callback in the tutorial

* fix

Co-authored-by: Lianmin Zheng <lianminzheng@gmail.com>
@comaniac comaniac deleted the ansor_callback branch February 5, 2021 22:41
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3 participants